{"id":"W4415315827","doi":"10.48550/arxiv.2510.06546","title":"RAISE: A self-driving laboratory for interfacial property formulation discovery","year":2025,"lang":"en","type":"preprint","venue":"ArXiv.org","topic":"Business Process Modeling and Analysis","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vector Institute; Structural Genomics Consortium; University of Toronto","funders":"","keywords":"Contact angle; Wetting; Pulmonary surfactant; Work (physics); Pipeline (software); Surface (topology); Measure (data warehouse); Image processing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002222725,0.001063544,0.0009079605,0.0007557649,0.0005568686,0.001139613,0.002039357,0.0009264038,0.007480185],"category_scores_gemma":[0.003288731,0.0007465528,0.0006751698,0.0003112526,0.0009958736,0.001311796,0.002621287,0.001878511,0.002818239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006475498,"about_ca_system_score_gemma":0.00156738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000654154,"about_ca_topic_score_gemma":0.001031177,"domain_scores_codex":[0.9979054,0.0002389013,0.00008430319,0.0006905919,0.0009338915,0.000146935],"domain_scores_gemma":[0.9982347,0.0006345921,0.0002258675,0.0003584875,0.0002770159,0.0002692669],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001017442,0.0006632363,0.003247811,0.0004678714,0.0001061519,0.0003093844,0.000351572,0.009551606,0.8535049,0.006480128,0.0104764,0.1138235],"study_design_scores_gemma":[0.0002658248,0.00158552,0.002746313,0.00006599011,0.0000709003,0.0004330943,0.0001018949,0.2241316,0.6975226,0.003977418,0.0689024,0.0001964251],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09247492,0.000475526,0.840506,0.0005811211,0.0002294173,0.001140416,0.001655432,0.05520902,0.007728157],"genre_scores_gemma":[0.3661425,0.0004596349,0.6138253,0.0008722463,0.0001226379,0.003225924,0.002456486,0.003748704,0.009146531],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007480185,"threshold_uncertainty_score":0.0250237,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03480245455575066,"score_gpt":0.2623065213730848,"score_spread":0.2275040668173341,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}